电池材料operando显微镜中精确电极变形分析的图像配准。

IF 2.5 3区 物理与天体物理
Journal of Synchrotron Radiation Pub Date : 2025-03-01 Epub Date: 2025-02-04 DOI:10.1107/S1600577524012293
Tianxiao Sun, Robert Peng, Wenlong Li, Yijin Liu
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引用次数: 0

摘要

Operando成像技术在电池研究和制造中变得越来越有价值。然而,这些方法的可靠性可能会受到成像设置和操作细胞的不稳定性的影响,特别是在使用高分辨率成像系统时。所获得的成像数据通常包括由不希望的系统振动和漂移引起的特征,以及在电池运行期间电池样品中发生的科学相关变形。为了进行有意义的分析,区分并分别评估这两个因素是至关重要的。为了应对这些挑战,我们采用了一套先进的图像处理技术。其中包括频域快速傅立叶变换分析,基于功率谱的图像质量评估,以及刚性和非刚性图像配准方法。这些技术使我们能够识别和排除模糊的图像,纠正由电机振动和样品支架漂移引起的位移,从而防止不必要的图像伪影影响随后的分析和解释。此外,我们应用光流分析来跟踪电化学循环过程中电池电极材料的动态变形。这使我们能够观察和量化电极不断变化的机械响应,从而对电池退化有更深入的了解。总之,这些方法确保了更准确的图像分析,并增强了我们对电池性能和寿命的化学-力学相互作用的理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Image registration for accurate electrode deformation analysis in operando microscopy of battery materials.

Operando imaging techniques have become increasingly valuable in both battery research and manufacturing. However, the reliability of these methods can be compromised by instabilities in the imaging setup and operando cells, particularly when utilizing high-resolution imaging systems. The acquired imaging data often include features arising from both undesirable system vibrations and drift, as well as the scientifically relevant deformations occurring in the battery sample during cell operation. For meaningful analysis, it is crucial to distinguish and separately evaluate these two factors. To address these challenges, we employ a suite of advanced image-processing techniques. These include fast Fourier transform analysis in the frequency domain, power spectrum-based assessments for image quality, as well as rigid and non-rigid image-registration methods. These techniques allow us to identify and exclude blurred images, correct for displacements caused by motor vibrations and sample holder drift and, thus, prevent unwanted image artifacts from affecting subsequent analyses and interpretations. Additionally, we apply optical flow analysis to track the dynamic deformation of battery electrode materials during electrochemical cycling. This enables us to observe and quantify the evolving mechanical responses of the electrodes, offering deeper insights into battery degradation. Together, these methods ensure more accurate image analysis and enhance our understanding of the chemomechanical interplay in battery performance and longevity.

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来源期刊
Journal of Synchrotron Radiation
Journal of Synchrotron Radiation INSTRUMENTS & INSTRUMENTATIONOPTICS&-OPTICS
CiteScore
5.60
自引率
12.00%
发文量
289
审稿时长
1 months
期刊介绍: Synchrotron radiation research is rapidly expanding with many new sources of radiation being created globally. Synchrotron radiation plays a leading role in pure science and in emerging technologies. The Journal of Synchrotron Radiation provides comprehensive coverage of the entire field of synchrotron radiation and free-electron laser research including instrumentation, theory, computing and scientific applications in areas such as biology, nanoscience and materials science. Rapid publication ensures an up-to-date information resource for scientists and engineers in the field.
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